FACE RECOGNITION¶
Context
Company X owns a movie application and repository that caters to movie streaming to millions of users on a subscription basis. The company wants to automate the process of cast and crew information in each scene from a movie such that when a user pauses on the movie and clicks on the cast information button, the app will show details of the actor in the scene. The company has in-house computer vision and multimedia experts who need to detect faces from screenshots of the movie scene.
Objective
Part A: To build a face detection system
Part B: To create an image dataset to be used by the AI team to build image classifier data
Part C: To build a face recognition system
Part A: To build a face detection system
Part I: Data Preprocessing and Visualization
#Reading the training images from the path and labelling them into the given categories
import numpy as np
import pandas as pd
import keras
import cv2
import os
import matplotlib.pyplot as plt
import matplotlib.patches as patches
import seaborn as sns # for data visualization
from sklearn.model_selection import train_test_split
import tensorflow as tf
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Conv2D, MaxPooling2D, UpSampling2D
from tensorflow.keras.layers import Input, Conv2D, MaxPooling2D, UpSampling2D, concatenate
from tensorflow.keras.models import Model
from tensorflow.keras.optimizers import Adam
from tensorflow.keras.applications import ResNet50
from tensorflow.keras.applications.resnet50 import preprocess_input
from google.colab.patches import cv2_imshow
from google.colab import drive
drive.mount('/content/drive')
Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount("/content/drive", force_remount=True).
#Step 1: Import the Data
image_data = np.load('/content/drive/MyDrive/FaceRecognition/Images.npy', allow_pickle=True)
print(image_data.shape) # Check dimensions
print(type(image_data)) # Check type
(393, 2) <class 'numpy.ndarray'>
# Step 2: Split images and masks
images = []
masks = []
for img, metadata in image_data:
images.append(img)
metadata_dict = metadata[0] # Access the dictionary
masks.append(metadata_dict)
# Step 3: Resize images and masks
# Define target dimensions
target_size = (128, 128)
resized_images = []
resized_masks = []
for img, metadata in zip(images, masks):
# Resize image
resized_img = cv2.resize(img, target_size)
resized_images.append(resized_img)
# Create a blank mask
mask = np.zeros(target_size, dtype=np.uint8)
img_width, img_height = metadata['imageWidth'], metadata['imageHeight']
# Extract points and resize mask
points = metadata['points']
x_min = int(points[0]['x'] * target_size[0])
y_min = int(points[0]['y'] * target_size[1])
x_max = int(points[1]['x'] * target_size[0])
y_max = int(points[1]['y'] * target_size[1])
# Draw rectangle mask
mask[y_min:y_max, x_min:x_max] = 255
resized_masks.append(mask)
# Step 4: Visualize original and masked images
def visualize(img, mask, title):
plt.figure(figsize=(10, 5))
plt.subplot(1, 2, 1)
plt.imshow(img)
plt.title(f"Original Image: {title}")
plt.axis('off')
plt.subplot(1, 2, 2)
plt.imshow(img)
plt.imshow(mask, cmap='jet', alpha=0.5) # Overlay mask with transparency
plt.title(f"Masked Image: {title}")
plt.axis('off')
plt.show()
# Visualize first 5 images
for i in range(5):
visualize(resized_images[i], resized_masks[i], f"Image {i+1}")
#Prepare the data before spliting
standardized_images = []
for img in resized_images:
# Check if the image has 2 or 3 dimensions
if len(img.shape) == 2: # Grayscale
# Convert grayscale to RGB by duplicating the channels
img = cv2.cvtColor(img, cv2.COLOR_GRAY2RGB)
elif len(img.shape) == 3 and img.shape[2] == 4: # RGBA
# Remove the alpha channel
img = img[:, :, :3]
# Add the standardized image to the list
standardized_images.append(img)
# Convert to a NumPy array
X = np.array(standardized_images)
print(f"Shape of X: {X.shape}")
Shape of X: (393, 128, 128, 3)
print(f"Final NumPy Array Shape: {X.shape}")
Final NumPy Array Shape: (393, 128, 128, 3)
standardized_masks = []
for mask in resized_masks:
# Check the dimensionality of the mask
if len(mask.shape) == 3 and mask.shape[2] == 1: # If mask has a singleton channel
mask = np.squeeze(mask, axis=2) # Remove the singleton dimension
elif len(mask.shape) == 3: # If mask has multiple channels, keep only the first
mask = mask[:, :, 0]
# Resize the mask to the target size
standardized_mask = cv2.resize(mask, target_size, interpolation=cv2.INTER_NEAREST)
# Ensure mask values are 0 or 255 (binary masks)
standardized_mask = (standardized_mask > 127).astype('uint8') * 255
# Add to the list of standardized masks
standardized_masks.append(standardized_mask)
# Convert to a NumPy array
y = np.array(standardized_masks)
# Check the final shapes
print(f"Final Mask Array Shape: {y.shape}")
Final Mask Array Shape: (393, 128, 128)
#Step 5: Split data into train and test
X = np.array(standardized_images)
y = np.array(standardized_masks)
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
# Display dataset shapes
print(f"Train Images: {X_train.shape}, Train Masks: {y_train.shape}")
print(f"Test Images: {X_test.shape}, Test Masks: {y_test.shape}")
Train Images: (314, 128, 128, 3), Train Masks: (314, 128, 128) Test Images: (79, 128, 128, 3), Test Masks: (79, 128, 128)
def visualize_sample(image, mask, title="Sample"):
plt.figure(figsize=(10, 5))
plt.subplot(1, 2, 1)
plt.imshow(image)
plt.title(f"{title}: Original Image")
plt.axis('off')
plt.subplot(1, 2, 2)
plt.imshow(mask, cmap='gray')
plt.title(f"{title}: Corresponding Mask")
plt.axis('off')
plt.show()
# Visualize a few train and test samples
for i in range(2):
visualize_sample(X_train[i], y_train[i], title=f"Train Sample {i+1}")
visualize_sample(X_test[i], y_test[i], title=f"Test Sample {i+1}")
X_train = X_train / 255.0
X_test = X_test / 255.0
# Example Simple U-Net-like Model
def build_model(input_shape):
model = Sequential()
model.add(Conv2D(64, (3, 3), activation='relu', padding='same', input_shape=input_shape))
model.add(MaxPooling2D((2, 2), padding='same'))
model.add(Conv2D(128, (3, 3), activation='relu', padding='same'))
model.add(MaxPooling2D((2, 2), padding='same'))
model.add(UpSampling2D((2, 2)))
model.add(Conv2D(64, (3, 3), activation='relu', padding='same'))
model.add(UpSampling2D((2, 2)))
model.add(Conv2D(1, (3, 3), activation='sigmoid', padding='same')) # Binary mask output
return model
model = build_model((128, 128, 3))
model.summary()
/usr/local/lib/python3.10/dist-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead. super().__init__(activity_regularizer=activity_regularizer, **kwargs)
Model: "sequential"
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓ ┃ Layer (type) ┃ Output Shape ┃ Param # ┃ ┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩ │ conv2d (Conv2D) │ (None, 128, 128, 64) │ 1,792 │ ├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤ │ max_pooling2d (MaxPooling2D) │ (None, 64, 64, 64) │ 0 │ ├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤ │ conv2d_1 (Conv2D) │ (None, 64, 64, 128) │ 73,856 │ ├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤ │ max_pooling2d_1 (MaxPooling2D) │ (None, 32, 32, 128) │ 0 │ ├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤ │ up_sampling2d (UpSampling2D) │ (None, 64, 64, 128) │ 0 │ ├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤ │ conv2d_2 (Conv2D) │ (None, 64, 64, 64) │ 73,792 │ ├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤ │ up_sampling2d_1 (UpSampling2D) │ (None, 128, 128, 64) │ 0 │ ├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤ │ conv2d_3 (Conv2D) │ (None, 128, 128, 1) │ 577 │ └──────────────────────────────────────┴─────────────────────────────┴─────────────────┘
Total params: 150,017 (586.00 KB)
Trainable params: 150,017 (586.00 KB)
Non-trainable params: 0 (0.00 B)
Part I: Model Building and Evaluation
- Design a Face Mask Detection Model
def build_unet(input_shape):
inputs = Input(input_shape)
# Encoder
conv1 = Conv2D(64, (3, 3), activation='relu', padding='same')(inputs)
pool1 = MaxPooling2D((2, 2))(conv1)
conv2 = Conv2D(128, (3, 3), activation='relu', padding='same')(pool1)
pool2 = MaxPooling2D((2, 2))(conv2)
# Bottleneck
conv3 = Conv2D(256, (3, 3), activation='relu', padding='same')(pool2)
# Decoder
up4 = UpSampling2D((2, 2))(conv3)
up4 = concatenate([up4, conv2])
conv4 = Conv2D(128, (3, 3), activation='relu', padding='same')(up4)
up5 = UpSampling2D((2, 2))(conv4)
up5 = concatenate([up5, conv1])
conv5 = Conv2D(64, (3, 3), activation='relu', padding='same')(up5)
# Output layer
outputs = Conv2D(1, (1, 1), activation='sigmoid')(conv5)
model = Model(inputs, outputs)
return model
# Build the model
input_shape = (128, 128, 3)
model = build_unet(input_shape)
model.summary()
Model: "functional_8"
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓ ┃ Layer (type) ┃ Output Shape ┃ Param # ┃ Connected to ┃ ┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩ │ input_layer_1 │ (None, 128, 128, 3) │ 0 │ - │ │ (InputLayer) │ │ │ │ ├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤ │ conv2d_4 (Conv2D) │ (None, 128, 128, 64) │ 1,792 │ input_layer_1[0][0] │ ├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤ │ max_pooling2d_2 │ (None, 64, 64, 64) │ 0 │ conv2d_4[0][0] │ │ (MaxPooling2D) │ │ │ │ ├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤ │ conv2d_5 (Conv2D) │ (None, 64, 64, 128) │ 73,856 │ max_pooling2d_2[0][0] │ ├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤ │ max_pooling2d_3 │ (None, 32, 32, 128) │ 0 │ conv2d_5[0][0] │ │ (MaxPooling2D) │ │ │ │ ├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤ │ conv2d_6 (Conv2D) │ (None, 32, 32, 256) │ 295,168 │ max_pooling2d_3[0][0] │ ├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤ │ up_sampling2d_2 │ (None, 64, 64, 256) │ 0 │ conv2d_6[0][0] │ │ (UpSampling2D) │ │ │ │ ├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤ │ concatenate (Concatenate) │ (None, 64, 64, 384) │ 0 │ up_sampling2d_2[0][0], │ │ │ │ │ conv2d_5[0][0] │ ├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤ │ conv2d_7 (Conv2D) │ (None, 64, 64, 128) │ 442,496 │ concatenate[0][0] │ ├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤ │ up_sampling2d_3 │ (None, 128, 128, 128) │ 0 │ conv2d_7[0][0] │ │ (UpSampling2D) │ │ │ │ ├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤ │ concatenate_1 │ (None, 128, 128, 192) │ 0 │ up_sampling2d_3[0][0], │ │ (Concatenate) │ │ │ conv2d_4[0][0] │ ├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤ │ conv2d_8 (Conv2D) │ (None, 128, 128, 64) │ 110,656 │ concatenate_1[0][0] │ ├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤ │ conv2d_9 (Conv2D) │ (None, 128, 128, 1) │ 65 │ conv2d_8[0][0] │ └───────────────────────────┴────────────────────────┴────────────────┴────────────────────────┘
Total params: 924,033 (3.52 MB)
Trainable params: 924,033 (3.52 MB)
Non-trainable params: 0 (0.00 B)
2. Compile and Train the Model
X_train = X_train / 255.0 # Normalize images
X_test = X_test / 255.0
y_train = y_train / 255.0 # Normalize masks to 0-1 range
y_test = y_test / 255.0
# Compile the model
model.compile(optimizer=Adam(learning_rate=1e-4), loss='binary_crossentropy', metrics=['accuracy'])
# Train the model
history = model.fit(
X_train, y_train,
validation_data=(X_test, y_test),
batch_size=16,
epochs=20
)
Epoch 1/20 20/20 ━━━━━━━━━━━━━━━━━━━━ 253s 12s/step - accuracy: 0.7932 - loss: 0.6878 - val_accuracy: 0.9168 - val_loss: 0.6423 Epoch 2/20 20/20 ━━━━━━━━━━━━━━━━━━━━ 248s 12s/step - accuracy: 0.9358 - loss: 0.5665 - val_accuracy: 0.9168 - val_loss: 0.3027 Epoch 3/20 20/20 ━━━━━━━━━━━━━━━━━━━━ 268s 12s/step - accuracy: 0.9379 - loss: 0.2639 - val_accuracy: 0.9168 - val_loss: 0.3025 Epoch 4/20 20/20 ━━━━━━━━━━━━━━━━━━━━ 243s 12s/step - accuracy: 0.9322 - loss: 0.2642 - val_accuracy: 0.9168 - val_loss: 0.3113 Epoch 5/20 20/20 ━━━━━━━━━━━━━━━━━━━━ 264s 12s/step - accuracy: 0.9385 - loss: 0.2457 - val_accuracy: 0.9168 - val_loss: 0.3011 Epoch 6/20 20/20 ━━━━━━━━━━━━━━━━━━━━ 257s 12s/step - accuracy: 0.9289 - loss: 0.2710 - val_accuracy: 0.9168 - val_loss: 0.3104 Epoch 7/20 20/20 ━━━━━━━━━━━━━━━━━━━━ 265s 12s/step - accuracy: 0.9319 - loss: 0.2641 - val_accuracy: 0.9168 - val_loss: 0.3028 Epoch 8/20 20/20 ━━━━━━━━━━━━━━━━━━━━ 263s 12s/step - accuracy: 0.9360 - loss: 0.2510 - val_accuracy: 0.9168 - val_loss: 0.3009 Epoch 9/20 20/20 ━━━━━━━━━━━━━━━━━━━━ 237s 12s/step - accuracy: 0.9278 - loss: 0.2722 - val_accuracy: 0.9168 - val_loss: 0.3069 Epoch 10/20 20/20 ━━━━━━━━━━━━━━━━━━━━ 231s 12s/step - accuracy: 0.9367 - loss: 0.2478 - val_accuracy: 0.9168 - val_loss: 0.2974 Epoch 11/20 20/20 ━━━━━━━━━━━━━━━━━━━━ 270s 12s/step - accuracy: 0.9362 - loss: 0.2486 - val_accuracy: 0.9168 - val_loss: 0.2984 Epoch 12/20 20/20 ━━━━━━━━━━━━━━━━━━━━ 252s 12s/step - accuracy: 0.9338 - loss: 0.2528 - val_accuracy: 0.9168 - val_loss: 0.2947 Epoch 13/20 20/20 ━━━━━━━━━━━━━━━━━━━━ 227s 11s/step - accuracy: 0.9309 - loss: 0.2588 - val_accuracy: 0.9168 - val_loss: 0.2943 Epoch 14/20 20/20 ━━━━━━━━━━━━━━━━━━━━ 265s 12s/step - accuracy: 0.9355 - loss: 0.2452 - val_accuracy: 0.9168 - val_loss: 0.2910 Epoch 15/20 20/20 ━━━━━━━━━━━━━━━━━━━━ 256s 11s/step - accuracy: 0.9358 - loss: 0.2427 - val_accuracy: 0.9168 - val_loss: 0.2876 Epoch 16/20 20/20 ━━━━━━━━━━━━━━━━━━━━ 269s 12s/step - accuracy: 0.9328 - loss: 0.2479 - val_accuracy: 0.9168 - val_loss: 0.2892 Epoch 17/20 20/20 ━━━━━━━━━━━━━━━━━━━━ 260s 11s/step - accuracy: 0.9298 - loss: 0.2547 - val_accuracy: 0.9168 - val_loss: 0.2843 Epoch 18/20 20/20 ━━━━━━━━━━━━━━━━━━━━ 261s 11s/step - accuracy: 0.9288 - loss: 0.2536 - val_accuracy: 0.9168 - val_loss: 0.2885 Epoch 19/20 20/20 ━━━━━━━━━━━━━━━━━━━━ 241s 12s/step - accuracy: 0.9284 - loss: 0.2563 - val_accuracy: 0.9168 - val_loss: 0.2786 Epoch 20/20 20/20 ━━━━━━━━━━━━━━━━━━━━ 263s 12s/step - accuracy: 0.9303 - loss: 0.2471 - val_accuracy: 0.9168 - val_loss: 0.2784
import matplotlib.pyplot as plt
# Plot training history
plt.figure(figsize=(10, 5))
# Loss
plt.subplot(1, 2, 1)
plt.plot(history.history['loss'], label='Training Loss')
plt.plot(history.history['val_loss'], label='Validation Loss')
plt.title('Loss')
plt.legend()
# Accuracy
plt.subplot(1, 2, 2)
plt.plot(history.history['accuracy'], label='Training Accuracy')
plt.plot(history.history['val_accuracy'], label='Validation Accuracy')
plt.title('Accuracy')
plt.legend()
plt.show()
3. Evaluate and Share Insights
# Evaluate the model on the test set
test_loss, test_accuracy = model.evaluate(X_test, y_test)
print(f"Test Loss: {test_loss}")
print(f"Test Accuracy: {test_accuracy}")
3/3 ━━━━━━━━━━━━━━━━━━━━ 16s 4s/step - accuracy: 0.9148 - loss: 0.2829 Test Loss: 0.27843499183654785 Test Accuracy: 0.9167796969413757
#Visualize Training Progress
import matplotlib.pyplot as plt
# Plot training history
plt.figure(figsize=(10, 5))
# Loss
plt.subplot(1, 2, 1)
plt.plot(history.history['loss'], label='Training Loss')
plt.plot(history.history['val_loss'], label='Validation Loss')
plt.title('Loss')
plt.legend()
# Accuracy
plt.subplot(1, 2, 2)
plt.plot(history.history['accuracy'], label='Training Accuracy')
plt.plot(history.history['val_accuracy'], label='Validation Accuracy')
plt.title('Accuracy')
plt.legend()
plt.show()
4. Predict and Visualize Masks for Test Images
# Predict masks for the test images
predicted_masks = model.predict(X_test)
# Threshold the predictions to binary values
predicted_masks = (predicted_masks > 0.5).astype('uint8')
# Visualize predictions
def visualize_prediction(image, true_mask, predicted_mask, title="Sample"):
plt.figure(figsize=(15, 5))
plt.subplot(1, 3, 1)
plt.imshow(image)
plt.title(f"{title}: Original Image")
plt.axis('off')
plt.subplot(1, 3, 2)
plt.imshow(true_mask, cmap='gray')
plt.title(f"{title}: True Mask")
plt.axis('off')
plt.subplot(1, 3, 3)
plt.imshow(predicted_mask, cmap='gray')
plt.title(f"{title}: Predicted Mask")
plt.axis('off')
plt.show()
# Visualize the first 5 test predictions
for i in range(5):
visualize_prediction(X_test[i], y_test[i], predicted_masks[i], title=f"Test Image {i+1}")
3/3 ━━━━━━━━━━━━━━━━━━━━ 17s 4s/step
Part I: Predicting Face Masks from Images
#1. Import Images from Folder
# Define the folder path
folder_path = '/content/drive/MyDrive/FaceRecognition/training_images-20211126T092819Z-001/training_images'
# Read all image file paths
image_paths = [os.path.join(folder_path, fname) for fname in os.listdir(folder_path) if fname.endswith(('.jpg', '.png', '.jpeg'))]
print(f"Found {len(image_paths)} images.")
Found 1091 images.
#2. Detect Faces and Extract Metadata
# Load Haar Cascade for face detection
face_cascade = cv2.CascadeClassifier(cv2.data.haarcascades + 'haarcascade_frontalface_default.xml')
# Initialize a list for storing metadata
metadata = []
# Process each image
for img_path in image_paths:
# Read the image
img = cv2.imread(img_path)
gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) # Convert to grayscale for face detection
# Detect faces
faces = face_cascade.detectMultiScale(gray, scaleFactor=1.1, minNeighbors=5, minSize=(30, 30))
# Collect metadata for each detected face
for (x, y, w, h) in faces:
metadata.append({
'image_path': img_path,
'face_x': x,
'face_y': y,
'face_width': w,
'face_height': h,
'image_width': img.shape[1],
'image_height': img.shape[0]
})
#3. Save Metadata into a DataFrame
#Convert the metadata into a pandas DataFrame and save it as a CSV file.
# Create a DataFrame from metadata
df = pd.DataFrame(metadata)
# Save the DataFrame to a CSV file
output_csv = 'face_metadata.csv'
df.to_csv(output_csv, index=False)
print(f"Metadata saved to {output_csv}.")
Metadata saved to face_metadata.csv.
#4. Visualize Detected Faces
#Display a few images with the detected faces for verification.
import matplotlib.pyplot as plt
# Function to visualize faces
def visualize_faces(img_path, faces):
img = cv2.imread(img_path)
for (x, y, w, h) in faces:
cv2.rectangle(img, (x, y), (x + w, y + h), (255, 0, 0), 2) # Draw rectangle around face
plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))
plt.axis('off')
plt.show()
# Visualize the first 5 images
for i, img_path in enumerate(image_paths[:5]):
img = cv2.imread(img_path)
gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)
faces = face_cascade.detectMultiScale(gray, scaleFactor=1.1, minNeighbors=5, minSize=(30, 30))
visualize_faces(img_path, faces)
Part B: To create an image dataset to be used by the AI team to build image classifier data
Part II: Data Preprocessing
Step 1: Import the Data PINS.zip
#1. Unzip and Inspect the Dataset
import zipfile
import os
from zipfile import ZipFile
# Path to the ZIP file
zip_path = '/content/drive/MyDrive/FaceRecognition/PINS/PINS.zip'
extract_path = '/content/drive/MyDrive/FaceRecognition/PINS/PINS_dataset'
# Create directory if it doesn't exist
os.makedirs(extract_path, exist_ok=True)
# Extract zip file
with ZipFile(zip_path, 'r') as zip_ref:
zip_ref.extractall(extract_path)
print(f"Data extracted to: {extract_path}")
Data extracted to: /content/drive/MyDrive/FaceRecognition/PINS/PINS_dataset/PINS
#2. Inspect Extracted Files
extract_path = '/content/drive/MyDrive/FaceRecognition/PINS/PINS_dataset/PINS'
# List directories
for folder_name in os.listdir(extract_path):
print(f"Folder: {folder_name}")
Folder: pins_Aaron Paul Folder: pins_alexandra daddario Folder: pins_Alvaro Morte Folder: pins_alycia debnam carey face Folder: pins_Amanda Crew Folder: pins_Amaury Nolasco Folder: pins_amber heard face Folder: pins_Anna Gunn Folder: pins_anne hathaway Folder: pins_barbara palvin face Folder: pins_bellamy blake face Folder: pins_Benedict Cumberbatch Folder: pins_Betsy Brandt Folder: pins_bill gates Folder: pins_Brenton Thwaites Folder: pins_brie larson Folder: pins_Brit Marling Folder: pins_Bryan Cranston Folder: pins_Caity Lotz Folder: pins_Cameron Monaghan Folder: pins_chadwick boseman face Folder: pins_Chance Perdomo Folder: pins_Chris Evans Folder: pins_Chris Pratt Folder: pins_Cobie Smulders Folder: pins_Danielle Panabaker Folder: pins_Dave Franco Folder: pins_david mazouz Folder: pins_Dominic Purcell Folder: pins_drake Folder: pins_dua lipa face Folder: pins_Dwayne Johnson Folder: pins_eliza taylor Folder: pins_elizabeth olsen face Folder: pins_elon musk Folder: pins_Emilia Clarke Folder: pins_Emily Bett Rickards Folder: pins_Emma Stone Folder: pins_emma watson face Folder: pins_gal gadot face Folder: pins_grant gustin face Folder: pins_Gwyneth Paltrow Folder: pins_Henry Cavil Folder: pins_jason isaacs Folder: pins_Jason Momoa Folder: pins_jeff bezos Folder: pins_Jeremy Renner Folder: pins_Jesse Eisenberg Folder: pins_Jim Parsons Folder: pins_Jon Bernthal Folder: pins_Josh Radnor Folder: pins_kiernan shipka Folder: pins_Kit Harington Folder: pins_kristen stewart face Folder: pins_Krysten Ritter Folder: pins_Kumail Nanjiani Folder: pins_lindsey morgan face Folder: pins_Maisie Williams Folder: pins_margot robbie face Folder: pins_maria pedraza Folder: pins_Mark Ruffalo Folder: pins_mark zuckerberg Folder: pins_Martin Starr Folder: pins_Melissa benoit Folder: pins_miguel herran Folder: pins_Mike Colter Folder: pins_millie bobby brown Folder: pins_Morena Baccarin Folder: pins_Morgan Freeman Folder: pins_Natalie Portman Folder: pins_Neil Patrick Harris Folder: pins_Paul Rudd Folder: pins_Pedro Alonso Folder: pins_Peter Dinklage Folder: pins_Rami Melek Folder: pins_rihanna Folder: pins_RJ Mitte Folder: pins_robert downey jr face Folder: pins_Robert Knepper Folder: pins_Robin Taylor Folder: pins_Ryan Reynolds Folder: pins_Sarah Wayne Callies Folder: pins_Scarlett Johansson Folder: pins_sean pertwee Folder: pins_Sebastian Stan Folder: pins_selena gomez Folder: pins_shakira Folder: pins_Sophie Turner Folder: pins_Stephen Amell Folder: pins_Sundar Pichai Folder: pins_tati gabrielle Folder: pins_taylor swift Folder: pins_Thomas Middleditch Folder: pins_Tom Cavanagh Folder: pins_tom holland face Folder: pins_Ursula Corbero Folder: pins_Wentworth Miller Folder: pins_Willa Holland Folder: pins_William Fichtner Folder: pins_zendaya Folder: PINS
Step 2: Read Images and Extract Labels
#1. Load Images and Labels
import cv2
# Initialize data containers
image_paths = []
labels = []
# Read images and labels
for folder_name in os.listdir(extract_path):
folder_path = os.path.join(extract_path, folder_name)
if os.path.isdir(folder_path): # Ensure it's a folder
for filename in os.listdir(folder_path):
file_path = os.path.join(folder_path, filename)
if filename.endswith(('.jpg', '.png', '.jpeg')): # Check for image files
image_paths.append(file_path)
labels.append(folder_name) # Use folder name as label
#2. Verify Loaded Data
print(f"Total Images: {len(image_paths)}")
print(f"First 5 Image Paths: {image_paths[:5]}")
print(f"First 5 Labels: {labels[:5]}")
Total Images: 10770 First 5 Image Paths: ['/content/drive/MyDrive/FaceRecognition/PINS/PINS_dataset/PINS/pins_Aaron Paul/Aaron Paul0_262.jpg', '/content/drive/MyDrive/FaceRecognition/PINS/PINS_dataset/PINS/pins_Aaron Paul/Aaron Paul101_247.jpg', '/content/drive/MyDrive/FaceRecognition/PINS/PINS_dataset/PINS/pins_Aaron Paul/Aaron Paul101_248.jpg', '/content/drive/MyDrive/FaceRecognition/PINS/PINS_dataset/PINS/pins_Aaron Paul/Aaron Paul101_249.jpg', '/content/drive/MyDrive/FaceRecognition/PINS/PINS_dataset/PINS/pins_Aaron Paul/Aaron Paul103_217.jpg'] First 5 Labels: ['pins_Aaron Paul', 'pins_Aaron Paul', 'pins_Aaron Paul', 'pins_Aaron Paul', 'pins_Aaron Paul']
Step 3: Save the Data
# Create a DataFrame
data = pd.DataFrame({
'image_path': image_paths,
'label': labels
})
# Save to CSV for future use
data_csv = 'PINS_image_data.csv'
data.to_csv(data_csv, index=False)
print(f"Data saved to: {data_csv}")
Data saved to: PINS_image_data.csv
Part II: Visualizing Similar Images
from tensorflow.keras.applications import VGG16
from tensorflow.keras.applications.vgg16 import preprocess_input
from tensorflow.keras.models import Model
import cv2
import numpy as np
# Load pre-trained VGG16 model without the top layer
base_model = VGG16(weights='imagenet', include_top=False, pooling='avg')
embedding_model = Model(inputs=base_model.input, outputs=base_model.output)
# Generate embedding vectors for all images
def extract_embeddings_vgg(image_paths, target_size=(224, 224)):
embeddings = []
for path in image_paths:
# Load and preprocess image
img = cv2.imread(path)
if img is None:
print(f"Failed to load image at {path}")
continue
img = cv2.resize(img, target_size)
img = preprocess_input(img)
img = np.expand_dims(img, axis=0)
# Extract embedding
embedding = embedding_model.predict(img)
embeddings.append(embedding.flatten())
return np.array(embeddings)
# Validate image paths
valid_paths = [path for path in data['image_path'] if cv2.imread(path) is not None]
# Generate embeddings
if len(valid_paths) == 0:
print("No valid images found.")
else:
embeddings = extract_embeddings_vgg(valid_paths)
print(f"Embeddings Shape: {embeddings.shape}")
Streaming output truncated to the last 5000 lines. 1/1 ━━━━━━━━━━━━━━━━━━━━ 1s 883ms/step 1/1 ━━━━━━━━━━━━━━━━━━━━ 1s 932ms/step 1/1 ━━━━━━━━━━━━━━━━━━━━ 1s 732ms/step 1/1 ━━━━━━━━━━━━━━━━━━━━ 1s 531ms/step 1/1 ━━━━━━━━━━━━━━━━━━━━ 1s 525ms/step 1/1 ━━━━━━━━━━━━━━━━━━━━ 1s 523ms/step 1/1 ━━━━━━━━━━━━━━━━━━━━ 1s 528ms/step 1/1 ━━━━━━━━━━━━━━━━━━━━ 1s 505ms/step 1/1 ━━━━━━━━━━━━━━━━━━━━ 1s 539ms/step 1/1 ━━━━━━━━━━━━━━━━━━━━ 1s 523ms/step 1/1 ━━━━━━━━━━━━━━━━━━━━ 1s 501ms/step 1/1 ━━━━━━━━━━━━━━━━━━━━ 1s 526ms/step 1/1 ━━━━━━━━━━━━━━━━━━━━ 1s 516ms/step 1/1 ━━━━━━━━━━━━━━━━━━━━ 1s 534ms/step 1/1 ━━━━━━━━━━━━━━━━━━━━ 1s 517ms/step 1/1 ━━━━━━━━━━━━━━━━━━━━ 1s 512ms/step 1/1 ━━━━━━━━━━━━━━━━━━━━ 1s 530ms/step 1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 500ms/step 1/1 ━━━━━━━━━━━━━━━━━━━━ 1s 600ms/step 1/1 ━━━━━━━━━━━━━━━━━━━━ 1s 897ms/step 1/1 ━━━━━━━━━━━━━━━━━━━━ 1s 874ms/step 1/1 ━━━━━━━━━━━━━━━━━━━━ 1s 962ms/step 1/1 ━━━━━━━━━━━━━━━━━━━━ 1s 932ms/step 1/1 ━━━━━━━━━━━━━━━━━━━━ 1s 965ms/step 1/1 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Shape: (10770, 512)
#2. Choose a Distance Metric
from sklearn.metrics.pairwise import cosine_similarity
# Compute pairwise similarity
similarity_matrix = cosine_similarity(embeddings)
# Print a sample similarity score
print(f"Sample Similarity Score: {similarity_matrix[0, 1]}")
Sample Similarity Score: 0.49841049313545227
#3. Define a Threshold for Similarity
# Set a similarity threshold
threshold = 0.8
# Identify similar and dissimilar image pairs
similar_pairs = []
dissimilar_pairs = []
for i in range(len(similarity_matrix)):
for j in range(i + 1, len(similarity_matrix)): # Avoid duplicates and self-comparison
if similarity_matrix[i, j] > threshold:
similar_pairs.append((i, j, similarity_matrix[i, j]))
elif similarity_matrix[i, j] < 0.4: # Threshold for dissimilarity
dissimilar_pairs.append((i, j, similarity_matrix[i, j]))
print(f"Similar Pairs: {len(similar_pairs)}")
print(f"Dissimilar Pairs: {len(dissimilar_pairs)}")
Similar Pairs: 13487897 Dissimilar Pairs: 2283571
#4. Visualize Similar and Dissimilar Images
import matplotlib.pyplot as plt
def visualize_image_pair(idx1, idx2, similarity, title=""):
img1 = cv2.imread(data['image_path'][idx1])
img1 = cv2.cvtColor(img1, cv2.COLOR_BGR2RGB)
img2 = cv2.imread(data['image_path'][idx2])
img2 = cv2.cvtColor(img2, cv2.COLOR_BGR2RGB)
plt.figure(figsize=(10, 5))
plt.subplot(1, 2, 1)
plt.imshow(img1)
plt.title(f"Image 1")
plt.axis('off')
plt.subplot(1, 2, 2)
plt.imshow(img2)
plt.title(f"Image 2\nSimilarity: {similarity:.2f}")
plt.axis('off')
plt.suptitle(title)
plt.show()
# Visualize 5 similar pairs
print("Similar Images:")
for idx1, idx2, sim in similar_pairs[:5]:
visualize_image_pair(idx1, idx2, sim, title="Similar Images")
# Visualize 5 dissimilar pairs
print("Dissimilar Images:")
for idx1, idx2, sim in dissimilar_pairs[:5]:
visualize_image_pair(idx1, idx2, sim, title="Dissimilar Images")
Similar Images:
Dissimilar Images:
Part C: To build a face recognition system
Step 1: Apply PCA on Embedding Vectors
# Apply PCA to Reduce Dimensionality
from sklearn.decomposition import PCA
# Apply PCA
pca = PCA(n_components=100) # Reduce to 100 dimensions (adjustable)
reduced_embeddings = pca.fit_transform(embeddings)
print(f"Reduced Embedding Shape: {reduced_embeddings.shape}")
Reduced Embedding Shape: (10770, 100)
Step 2: Build and Train an SVM Classifier
#1. Prepare the Data
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import LabelEncoder
# Encode labels as integers
label_encoder = LabelEncoder()
encoded_labels = label_encoder.fit_transform(data['label'])
# Split into train and test
X_train, X_test, y_train, y_test = train_test_split(reduced_embeddings, encoded_labels, test_size=0.2, random_state=42)
print(f"Train Shape: {X_train.shape}, Test Shape: {X_test.shape}")
Train Shape: (8616, 100), Test Shape: (2154, 100)
#2. Train an SVM Classifier
from sklearn.svm import SVC
# Train the SVM classifier
svm = SVC(kernel='linear', C=1.0, probability=True) # Linear kernel
svm.fit(X_train, y_train)
# Evaluate the model
train_accuracy = svm.score(X_train, y_train)
test_accuracy = svm.score(X_test, y_test)
print(f"Train Accuracy: {train_accuracy:.2f}")
print(f"Test Accuracy: {test_accuracy:.2f}")
Train Accuracy: 1.00 Test Accuracy: 0.38
Step 3: Use the Trained SVM Model for Inference
#1. Predict Test Labels
# Predict labels
predicted_labels = svm.predict(X_test)
# Decode predicted labels
decoded_predictions = label_encoder.inverse_transform(predicted_labels)
decoded_actual = label_encoder.inverse_transform(y_test)
# Print first 5 predictions
for i in range(5):
print(f"Predicted: {decoded_predictions[i]}, Actual: {decoded_actual[i]}")
Predicted: pins_Sarah Wayne Callies, Actual: pins_Sarah Wayne Callies Predicted: pins_Brenton Thwaites, Actual: pins_Brenton Thwaites Predicted: pins_zendaya, Actual: pins_Cobie Smulders Predicted: pins_Stephen Amell, Actual: pins_Wentworth Miller Predicted: pins_millie bobby brown, Actual: pins_millie bobby brown
Insights
- Correct Predictions
Example: Predicted: pins_Sarah Wayne Callies, Actual: pins_Sarah Wayne Callies Predicted: pins_Brenton Thwaites, Actual: pins_Brenton Thwaites Predicted: pins_millie bobby brown, Actual: pins_millie bobby brown These indicate that the model successfully identified these individuals. For these cases:
Strengths: The embeddings and classifier work well for these images, suggesting clear and consistent patterns in the features. Possible Reason: High-quality or distinct images, accurate labeling, or sufficient representation in the training dataset.
- Incorrect Predictions
Example: Predicted: pins_zendaya, Actual: pins_Cobie Smulders Predicted: pins_Stephen Amell, Actual: pins_Wentworth Miller These cases highlight areas where the model failed to correctly identify the individual.
Reasons for Incorrect Predictions:
Similarity in Appearance:
Celebrities like Stephen Amell and Wentworth Miller may have similar facial features, hairstyles, or expressions, confusing the model. Limited Training Data:
If certain classes (e.g., Cobie Smulders) have fewer images in the training set, the model may not generalize well to unseen test data. Quality of Test Images:
Poor lighting, low resolution, or occlusions (e.g., glasses, hats) may reduce accuracy. Model Limitation:
The model might lack the capacity to distinguish between very similar classes, especially if embeddings overlap in feature space.
#2. Visualize Predictions
def visualize_predictions(image_paths, predicted_labels, actual_labels, num_samples=5, data=data): # Pass 'data' to the function
for i in range(num_samples):
# Get the actual index from y_test
index = y_test[i]
# Access the image path using .iloc[] for integer-location based indexing
img_path = data['image_path'].iloc[index]
img = cv2.imread(img_path)
img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)
plt.imshow(img)
plt.title(f"Predicted: {predicted_labels[i]} | Actual: {actual_labels[i]}")
plt.axis('off')
plt.show()
# Visualize predictions
visualize_predictions(data['image_path'], decoded_predictions, decoded_actual)
Insight:
The model performs well for some individuals (pins_Sarah Wayne Callies, pins_Brenton Thwaites, pins_millie bobby brown) but struggles with others (pins_zendaya, pins_Stephen Amell).
Recommendations- Focus on High-Priority Use Cases:
Identify the most critical individuals for the business (e.g., high-profile celebrities or key customers) and ensure these are prioritized during model improvement. Example: For a celebrity recognition system, invest in improving accuracy for individuals frequently featured in marketing campaigns.
Data-Driven Improvement:
Collect additional high-quality images for underperforming classes like pins_Cobie Smulders and pins_Wentworth Miller. Conduct targeted data augmentation (e.g., varying lighting, poses) to enhance representation.
Misclassifications (pins_zendaya → pins_Cobie Smulders) suggest the need for more robust systems to handle overlapping features or ambiguity.
Adaptive Learning:
Implement a feedback loop where misclassifications are reviewed and used to retrain the model. Example: After identifying an error like pins_Stephen Amell misclassified as pins_Wentworth Miller, update the dataset with more distinguishing images.
Explainable AI:
Provide reasoning behind predictions to increase trust in the system. Example: Show which facial features (eyes, jawline) contributed most to the decision for improved user acceptance.
Summary of Recommendations
Leverage Correct Predictions
Deploy for high-confidence matches and promote recognized actors in personalized marketing.
Address Misclassifications
Improve training data, add manual review for ambiguous cases, and use metadata to validate predictions.
Confidence-Based Feedback
Show confidence levels, offer alternative matches, and educate users about system limitations.
Optimize Performance
Precompute scene-specific embeddings, use lightweight models, and process paused frames in the background.
User Engagement
Enable feedback on misclassifications, provide contextual recommendations, and enhance engagement with trivia.